trevorfox

Authoring discipline for Spandrel knowledge graphs — surfaces /patterns/authorship, /hypothesis, and the audit heuristics when editing graph content (nodes, descriptions, link descriptions). References canonical knowledge in the graph rather than hardcoding it. Auto-load when editing markdown with Spandrel frontmatter, or when authoring/auditing any Spandrel knowledge graph content.

Expertise and judgment heuristics for building the Spandrel framework. Auto-load when modifying framework code in src/, patterns/, or architecture docs. Covers information architecture, graph theory, API design, compiler design, access control, and context engineering.